maintain-context SKILL.md skillA

maintain-context from ai-analyst-lab/ai-analyst is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add ai-analyst-lab/ai-analyst/maintain-context@git:20260930.0a47c0b

Pins git:20260930.0a47c0b in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
ai-analyst-lab/ai-analyst
Path
.claude/skills/maintain-context/SKILL.md
Versions recorded
1
Latest version
git:20260930.0a47c0b, committed Sep 30, 2026
Size
4,273 bytes
Repository stars
322
License
MIT

Create or revise a business guide, reviewed query, semantic model, relationship or metric in the configured context store. Use for context authoring and migration; use improve-context for diagnosing evaluation failures and comparing changes.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Maintain context

Read `docs/CONNECTED-CONTEXT.md` for the implemented commands and storage contract.
Resolve the actual context source, inspect its catalog and look for existing resources before adding another.

1. Clarify audience, meaning, scope, source and owner. Ask about missing business rules rather than
   inventing policy. Guides explain meaning; queries give reviewed examples; models/metrics supply
   supported executable relationships and calculations.
   Keep guide prose in business terms: populations, qualifying behavior, units, time rules,
   exclusions and limitations. Plain-language formulas are appropriate. Physical table/column
   mappings belong in dataset documentation or semantic models; keys/joins in models and
   relationships; executable expressions in metrics or reviewed SQL. Do not expand a guide
   into a technical recipe just to make an evaluation pass. This is our architecture choice,
   not a universal restriction on all context products.
2. Read `templates/semantic/<kind>.yaml` for a model, metric or relationship;
   use `templates/guide.yaml` or `templates/query.yaml` for guides or approved SQL entries.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add ai-analyst-lab/ai-analyst/maintain-context@sha256:78692bfade1f7a9a

The line at the top of this page pins the label git:20260930.0a47c0b, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_iwfpoykv7nyibps2.svg)](https://markdownregistry.com/a/art_iwfpoykv7nyibps2)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 1 version of this file, committed on Sep 30, 2026.

versioncommittedcommitsizeaudit
git:20260930.0a47c0b latest2026-09-30 0a47c0b 4,273 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (4273 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

ai-analyst-lab/ai-analyst · 322 stars · license MIT · pushed 2026-09-30 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_iwfpoykv7nyibps2
GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/maintain-context
GET https://markdownregistry.com/api/v1/blob/78692bfade1f7a9a98c662fbe421efc4692aeba8fba4cf624af33d88aaf87352

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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Every file in ai-analyst-lab/ai-analyst

Other files named maintain-context

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